We start by loading the backgroundjobs
library and defining a few trivial functions to illustrate things with.
from IPython.lib import backgroundjobs as bg
import sys
import time
def sleepfunc(interval=2, *a, **kw):
args = dict(interval=interval,
args=a,
kwargs=kw)
time.sleep(interval)
return args
def diefunc(interval=2, *a, **kw):
time.sleep(interval)
raise Exception("Dead job with interval %s" % interval)
def printfunc(interval=1, reps=5):
for n in range(reps):
time.sleep(interval)
print('In the background... %i' % n)
sys.stdout.flush()
print('All done!')
sys.stdout.flush()
Now, we can create a job manager (called simply jobs
) and use it to submit new jobs.
Run the cell below, it will show when the jobs start. Wait a few seconds until you see the 'all done' completion message:
jobs = bg.BackgroundJobManager()
# Start a few jobs, the first one will have ID # 0
jobs.new(sleepfunc, 4)
jobs.new(sleepfunc, kw={'reps':2})
jobs.new('printfunc(1,3)')
Starting job # 0 in a separate thread. Starting job # 2 in a separate thread. Starting job # 3 in a separate thread.
<BackgroundJob #3: printfunc(1,3)>
In the background... 0 In the background... 1 In the background... 2 All done!
You can check the status of your jobs at any time:
jobs.status()
Completed jobs: 0 : <function sleepfunc at 0x10521f2f0> 2 : <function sleepfunc at 0x10521f2f0> 3 : printfunc(1,3)
For any completed job, you can get its result easily:
jobs[0].result
{'args': (), 'interval': 4, 'kwargs': {}}
The jobs manager tries to help you with debugging:
# This makes a couple of jobs which will die. Let's keep a reference to
# them for easier traceback reporting later
diejob1 = jobs.new(diefunc, 1)
diejob2 = jobs.new(diefunc, 2)
Starting job # 4 in a separate thread. Starting job # 5 in a separate thread.
You can get the traceback of any dead job. Run the line below again interactively until it prints a traceback (check the status of the job):
print("Status of diejob1: %s" % diejob1.status)
diejob1.traceback() # jobs.traceback(4) would also work here, with the job number
Status of diejob1: Dead (Exception), call jobs.traceback() for details --------------------------------------------------------------------------- Exception Traceback (most recent call last) /Users/minrk/dev/ip/mine/IPython/lib/backgroundjobs.py in call(self) 489 490 def call(self): --> 491 return self.func(*self.args, **self.kwargs) <ipython-input-1-169e49434ce0> in diefunc(interval, *a, **kw) 13 def diefunc(interval=2, *a, **kw): 14 time.sleep(interval) ---> 15 raise Exception("Dead job with interval %s" % interval) 16 17 def printfunc(interval=1, reps=5): Exception: Dead job with interval 1
This will print all tracebacks for all dead jobs:
jobs.traceback()
Traceback for: <BackgroundJob #4: <function diefunc at 0x10521f7b8>> --------------------------------------------------------------------------- Exception Traceback (most recent call last) /Users/minrk/dev/ip/mine/IPython/lib/backgroundjobs.py in call(self) 489 490 def call(self): --> 491 return self.func(*self.args, **self.kwargs) <ipython-input-1-169e49434ce0> in diefunc(interval, *a, **kw) 13 def diefunc(interval=2, *a, **kw): 14 time.sleep(interval) ---> 15 raise Exception("Dead job with interval %s" % interval) 16 17 def printfunc(interval=1, reps=5): Exception: Dead job with interval 1 Traceback for: <BackgroundJob #5: <function diefunc at 0x10521f7b8>> --------------------------------------------------------------------------- Exception Traceback (most recent call last) /Users/minrk/dev/ip/mine/IPython/lib/backgroundjobs.py in call(self) 489 490 def call(self): --> 491 return self.func(*self.args, **self.kwargs) <ipython-input-1-169e49434ce0> in diefunc(interval, *a, **kw) 13 def diefunc(interval=2, *a, **kw): 14 time.sleep(interval) ---> 15 raise Exception("Dead job with interval %s" % interval) 16 17 def printfunc(interval=1, reps=5): Exception: Dead job with interval 2
The job manager can be flushed of all completed jobs at any time:
jobs.flush()
Flushing 3 Completed jobs. Flushing 2 Dead jobs.
After that, the status is simply empty:
jobs.status()
Jobs have a .join
method that lets you wait on their thread for completion:
j = jobs.new(sleepfunc, 2)
j.join?
Starting job # 0 in a separate thread.
sleepfunc
with a 5-second wait